Best model per team. Based on mean overall weighted F1. Samples not clustered, features clustered.

# Hardcoded 
cancer <- 'BRCA'
df <- fread('../data/heatmap/BRCA_fts_by_VALUE.tsv') %>% as.data.frame()
df_fts <- fread('../data/heatmap/BRCA_fts_by_TEAM.tsv')%>% as.data.frame()

testing if can pull order of rows and col, for sanity check

####
# Main
####
# prefix <- 'I:CNVR'
pre <- c('I:CNVR', 'N:METH' , 'N:GEXP', 'B:MUTA', 'N:MIR')
for (prefix in pre){
  # A. Order by subtype
  df_transform <- df %>% arrange(Labels)
  
  # B. Column annotation
  column_ha <- HeatmapAnnotation(
    Subtype = df_transform$Labels, 
    na_col = 'grey', 
    col = list(
      Subtype = c(
        "BRCA_1" = 'royalblue4',
        "BRCA_2"='royalblue1',
        "BRCA_3"='paleturquoise3',
        "BRCA_4"='paleturquoise1'
      )
    )
  )
  
  # C. Select data type
  df_transform <- df_transform %>%
      select(-Labels) %>%
      select(-all_of(cancer)) %>%
      select(starts_with(prefix))
  mat <- df_transform %>%
      as.matrix() %>%
      t()
  print(prefix)
  n_fts <- nrow(mat)
  print(n_fts)
  
  # 1. Heatmap that applies clustering we want
  #    second heatmap same row/col order but with added annotation bars
  fig <- Heatmap(
    mat,
    name = 'first heatmap',
    cluster_rows = TRUE,
    cluster_columns = FALSE,
    show_row_names = FALSE,
    show_column_names = FALSE,
    column_title = 'Samples',
    row_title = 'Features',
    top_annotation = column_ha
  )
  draw(fig)
  
  #### 
  # new
  ####
  
  # Ordering
  # 1. Get order of features post heatmap clustering
  heatmap_order <- row_order(fig) # index vector
  ftnames_order <- c() # featurename vector
  for (i in heatmap_order){
    add_ft <- colnames(df_transform)[i]
    ftnames_order <- c(ftnames_order, add_ft)
  }
  print(ftnames_order)
  # 2. Get new matrix that is ordered by heatmap clustering
  mat2 <- mat[match(ftnames_order, rownames(mat)),]
  
  
  
  # Build annotation bars of teams feature sets. 
  # 1. df of all teams. match ft order in heatmap
  team_df<- df_fts %>% filter(featureID %in% ftnames_order) %>% arrange(match(featureID, ftnames_order))
  # 2. Pull just the team of interest
  jadbio <- team_df %>% pull('gnosis_1_BRCA') %>% as.character()
  cforest <- team_df %>% pull('CF|All_Top 100_BRCA') %>% as.character()
  aklimate <- team_df %>% pull('AKLIMATE_BRCA_reduced_model_1000_feature_set_BRCA') %>% as.character()
  subscope <- team_df %>% pull('nn_jg_2020-03-20_top1kfreq:BRCA_BRCA') %>% as.character()
  skgrid <- team_df %>% pull('fbedeBIC_BRCA') %>% as.character()
  team_list <- rowAnnotation(
    JadBIO = jadbio,
    CForest = cforest,
    AKLIMATE = aklimate,
    SubSCOPE = subscope,
    SKGrid = skgrid,
    col = list(
      JadBIO = c('0' = "snow2", '1' = "palevioletred1"),
      CForest =  c('0' = "snow2", '1' = "mediumpurple1"),
      AKLIMATE =  c('0' = "snow2", '1' = "cadetblue1"),
      SubSCOPE =  c('0' = "snow2", '1' = "palegreen2"),
      SKGrid =  c('0' = "snow2", '1' = "rosybrown2")
    ),
    show_legend = FALSE
  )
  # 3. Heatmap
  fig <- Heatmap(
    mat2,
    name = prefix,
    cluster_rows = FALSE,
    cluster_columns = FALSE,
    show_row_names = FALSE,
    show_column_names = FALSE,
    # rect_gp = gpar(col = "white", lwd = 2),
    column_title = 'Samples',
    row_title = 'Features',
    top_annotation = column_ha,
    right_annotation = team_list
  )
  draw(fig)
}
## [1] "I:CNVR"
## [1] 18

##  [1] "I:CNVR::hsa-mir-548d-1:-1533:" "I:CNVR::BRICD5:283870:"       
##  [3] "I:CNVR::PSMD12:5718:"          "I:CNVR::MIR4728:100616132:"   
##  [5] "I:CNVR::SLC4A1:6521:"          "I:CNVR::FOXA1:3169:"          
##  [7] "I:CNVR::OR6C1:390321:"         "I:CNVR::LOC644936:644936:"    
##  [9] "I:CNVR::CRSP8P:441089:"        "I:CNVR::RFC1:5981:"           
## [11] "I:CNVR::TREM1:54210:"          "I:CNVR::ACTR2:10097:"         
## [13] "I:CNVR::CYP4A22:284541:"       "I:CNVR::TTC39B:158219:"       
## [15] "I:CNVR::DOHH:83475:"           "I:CNVR::LZTS1:11178:"         
## [17] "I:CNVR::ZNRF3:84133:"          "I:CNVR::GOT2:2806:"

## [1] "N:METH"
## [1] 30

##  [1] "N:METH:cg13801416:AKR1B1:TssU24:Island"  
##  [2] "N:METH:cg18416881:AKR1B1:TssD28:Island"  
##  [3] "N:METH:cg26937500:CARD11:TssD142:Island" 
##  [4] "N:METH:cg09479015:KIRREL2:TssU90:Island" 
##  [5] "N:METH:cg03700462:HOTAIRM1:TssU30:Island"
##  [6] "N:METH:cg01657408:RNF145:TssD93:Shore"   
##  [7] "N:METH:cg00679738:FAM89A:TssD747:Island" 
##  [8] "N:METH:cg12858460:EOMES:TssD67:Island"   
##  [9] "N:METH:cg08788717:STK33:TssU2:Island"    
## [10] "N:METH:cg09461185:PTGS2:TssU71:Shore"    
## [11] "N:METH:cg18335243:PTGS2:TssD37:Shore"    
## [12] "N:METH:cg15364537:MFSD4:TssD160:Island"  
## [13] "N:METH:cg00119079:LAMP3:TssD393:Island"  
## [14] "N:METH:cg14046986:RCSD1:TssD40:Shore"    
## [15] "N:METH:cg08725962:ARL10:TssD21:Island"   
## [16] "N:METH:cg00079563:ARFGAP3:TssU112:Island"
## [17] "N:METH:cg21948169:TET1:TssU363:Shore"    
## [18] "N:METH:cg26991199:SRSF10:TssD265:Shore"  
## [19] "N:METH:cg11861730:ETS1:TssU477:Shore"    
## [20] "N:METH:cg27242945:CAV1:TssD67:Shore"     
## [21] "N:METH:cg16884569:RASSF2:TssD656:Island" 
## [22] "N:METH:cg16750914:CCDC88A:TssD128:Island"
## [23] "N:METH:cg00888561:WDFY2:TssU682:Shore"   
## [24] "N:METH:cg09604203:MYBL2:TssD316:Island"  
## [25] "N:METH:cg05361373:PYCARD:TssU121:Island" 
## [26] "N:METH:cg02275294:SOAT1:TssU388:Shore"   
## [27] "N:METH:cg25599242:RARRES3:TssD19:NA"     
## [28] "N:METH:cg04228573:MAP2K6:TssU41:NA"      
## [29] "N:METH:cg26660414:SLC7A8:TssD121:NA"     
## [30] "N:METH:cg23963136:CD320:TssD183:Island"

## [1] "N:GEXP"
## [1] 1682

##    [1] "N:GEXP::ACTB:60:"           "N:GEXP::ACTG1:71:"         
##    [3] "N:GEXP::GAPDH:2597:"        "N:GEXP::SPARC:6678:"       
##    [5] "N:GEXP::MGP:4256:"          "N:GEXP::RPL19:6143:"       
##    [7] "N:GEXP::ERBB2:2064:"        "N:GEXP::LTF:4057:"         
##    [9] "N:GEXP::EEF2:1938:"         "N:GEXP::TPT1:7178:"        
##   [11] "N:GEXP::RPS4X:6191:"        "N:GEXP::XBP1:7494:"        
##   [13] "N:GEXP::C4A:720:"           "N:GEXP::B2M:567:"          
##   [15] "N:GEXP::CD74:972:"          "N:GEXP::HLA-B:3106:"       
##   [17] "N:GEXP::HLA-C:3107:"        "N:GEXP::HLA-A:3105:"       
##   [19] "N:GEXP::SLC39A6:25800:"     "N:GEXP::FTH1:2495:"        
##   [21] "N:GEXP::FTL:2512:"          "N:GEXP::RPL8:6132:"        
##   [23] "N:GEXP::HSP90AB1:3326:"     "N:GEXP::HSP90AA1:3320:"    
##   [25] "N:GEXP::UBC:7316:"          "N:GEXP::PSAP:5660:"        
##   [27] "N:GEXP::TMSL3:7117:"        "N:GEXP::GNAS:2778:"        
##   [29] "N:GEXP::ALDOA:226:"         "N:GEXP::KRT8:3856:"        
##   [31] "N:GEXP::KRT18:3875:"        "N:GEXP::CTSD:1509:"        
##   [33] "N:GEXP::FASN:2194:"         "N:GEXP::SCD:6319:"         
##   [35] "N:GEXP::SERPINA3:12:"       "N:GEXP::CLU:1191:"         
##   [37] "N:GEXP::SCGB1D2:10647:"     "N:GEXP::YWHAZ:7534:"       
##   [39] "N:GEXP::APP:351:"           "N:GEXP::DSP:1832:"         
##   [41] "N:GEXP::PKM2:5315:"         "N:GEXP::ENO1:2023:"        
##   [43] "N:GEXP::TUBB:203068:"       "N:GEXP::TUBA1B:10376:"     
##   [45] "N:GEXP::GNB2L1:10399:"      "N:GEXP::RPS11:6205:"       
##   [47] "N:GEXP::RPS20:6224:"        "N:GEXP::MYL6:4637:"        
##   [49] "N:GEXP::RPL7A:6130:"        "N:GEXP::RPL10:6134:"       
##   [51] "N:GEXP::NACA:4666:"         "N:GEXP::RPS14:6208:"       
##   [53] "N:GEXP::RPS23:6228:"        "N:GEXP::VIM:7431:"         
##   [55] "N:GEXP::COL6A1:1291:"       "N:GEXP::A2M:2:"            
##   [57] "N:GEXP::TMBIM6:7009:"       "N:GEXP::CANX:821:"         
##   [59] "N:GEXP::DHCR24:1718:"       "N:GEXP::MAGED2:10916:"     
##   [61] "N:GEXP::IGFBP4:3487:"       "N:GEXP::HLA-DRA:3122:"     
##   [63] "N:GEXP::C3:718:"            "N:GEXP::CFB:629:"          
##   [65] "N:GEXP::CCND1:595:"         "N:GEXP::STC2:8614:"        
##   [67] "N:GEXP::IGF1R:3480:"        "N:GEXP::COX6C:1345:"       
##   [69] "N:GEXP::HSPB1:3315:"        "N:GEXP::LGALS3BP:3959:"    
##   [71] "N:GEXP::LY6E:4061:"         "N:GEXP::IFI6:2537:"        
##   [73] "N:GEXP::AGR2:10551:"        "N:GEXP::TFF3:7033:"        
##   [75] "N:GEXP::TFF1:7031:"         "N:GEXP::NPY1R:4886:"       
##   [77] "N:GEXP::ESR1:2099:"         "N:GEXP::GATA3:2625:"       
##   [79] "N:GEXP::TBC1D9:23158:"      "N:GEXP::TRPS1:7227:"       
##   [81] "N:GEXP::CA12:771:"          "N:GEXP::GFRA1:2674:"       
##   [83] "N:GEXP::SCUBE2:57758:"      "N:GEXP::GJA1:2697:"        
##   [85] "N:GEXP::LDHA:3939:"         "N:GEXP::CD59:966:"         
##   [87] "N:GEXP::ARF1:375:"          "N:GEXP::UBB:7314:"         
##   [89] "N:GEXP::CD63:967:"          "N:GEXP::SERF2:10169:"      
##   [91] "N:GEXP::BSG:682:"           "N:GEXP::OAZ1:4946:"        
##   [93] "N:GEXP::SQSTM1:8878:"       "N:GEXP::PRDX1:5052:"       
##   [95] "N:GEXP::CD164:8763:"        "N:GEXP::CDH1:999:"         
##   [97] "N:GEXP::SFRP2:6423:"        "N:GEXP::MMP11:4320:"       
##   [99] "N:GEXP::NEAT1:283131:"      "N:GEXP::TXNIP:10628:"      
##  [101] "N:GEXP::SRRM2:23524:"       "N:GEXP::NUMA1:4926:"       
##  [103] "N:GEXP::RHOA:387:"          "N:GEXP::ATP5B:506:"        
##  [105] "N:GEXP::HNRNPC:3183:"       "N:GEXP::PCBP2:5094:"       
##  [107] "N:GEXP::ATP5A1:498:"        "N:GEXP::NPM1:4869:"        
##  [109] "N:GEXP::BTF3:689:"          "N:GEXP::LOC647979:647979:" 
##  [111] "N:GEXP::LASS2:29956:"       "N:GEXP::DSTN:11034:"       
##  [113] "N:GEXP::ITM2B:9445:"        "N:GEXP::CTNNA1:1495:"      
##  [115] "N:GEXP::LAPTM4A:9741:"      "N:GEXP::YWHAB:7529:"       
##  [117] "N:GEXP::DDX17:10521:"       "N:GEXP::EIF4B:1975:"       
##  [119] "N:GEXP::KIAA1324:57535:"    "N:GEXP::XIST:7503:"        
##  [121] "N:GEXP::RHOB:388:"          "N:GEXP::BTG2:7832:"        
##  [123] "N:GEXP::ELOVL5:60481:"      "N:GEXP::CD9:928:"          
##  [125] "N:GEXP::ARL6IP1:23204:"     "N:GEXP::EZR:7430:"         
##  [127] "N:GEXP::DDR1:780:"          "N:GEXP::PLEC:5339:"        
##  [129] "N:GEXP::GRINA:2907:"        "N:GEXP::UBA1:7317:"        
##  [131] "N:GEXP::EIF4G1:1981:"       "N:GEXP::VCP:7415:"         
##  [133] "N:GEXP::TLN1:7094:"         "N:GEXP::CAPNS1:826:"       
##  [135] "N:GEXP::PPP2R1A:5518:"      "N:GEXP::AES:166:"          
##  [137] "N:GEXP::PEBP1:5037:"        "N:GEXP::ATP6AP1:537:"      
##  [139] "N:GEXP::BCAP31:10134:"      "N:GEXP::PLXNB2:23654:"     
##  [141] "N:GEXP::RRBP1:6238:"        "N:GEXP::AP2M1:1173:"       
##  [143] "N:GEXP::ANXA5:308:"         "N:GEXP::CNBP:7555:"        
##  [145] "N:GEXP::RAB7A:7879:"        "N:GEXP::COPG:22820:"       
##  [147] "N:GEXP::RAC1:5879:"         "N:GEXP::SLC25A3:5250:"     
##  [149] "N:GEXP::TAPBP:6892:"        "N:GEXP::MAGED1:9500:"      
##  [151] "N:GEXP::ERGIC1:57222:"      "N:GEXP::ERBB3:2065:"       
##  [153] "N:GEXP::CD46:4179:"         "N:GEXP::FOXA1:3169:"       
##  [155] "N:GEXP::TMEM66:51669:"      "N:GEXP::NFE2L1:4779:"      
##  [157] "N:GEXP::MORF4L2:9643:"      "N:GEXP::MATR3:9782:"       
##  [159] "N:GEXP::DDX3X:1654:"        "N:GEXP::CHD4:1108:"        
##  [161] "N:GEXP::DDB1:1642:"         "N:GEXP::HSPA9:3313:"       
##  [163] "N:GEXP::PTGES3:10728:"      "N:GEXP::EIF4A2:1974:"      
##  [165] "N:GEXP::SRP9:6726:"         "N:GEXP::RTN4:57142:"       
##  [167] "N:GEXP::TMEM59:9528:"       "N:GEXP::MRFAP1:93621:"     
##  [169] "N:GEXP::CSNK1A1:1452:"      "N:GEXP::DAZAP2:9802:"      
##  [171] "N:GEXP::SKP1:6500:"         "N:GEXP::ARF3:377:"         
##  [173] "N:GEXP::REEP5:7905:"        "N:GEXP::TRAM1:23471:"      
##  [175] "N:GEXP::GNS:2799:"          "N:GEXP::RTN3:10313:"       
##  [177] "N:GEXP::SERINC1:57515:"     "N:GEXP::SREBF1:6720:"      
##  [179] "N:GEXP::SEPP1:6414:"        "N:GEXP::ASPH:444:"         
##  [181] "N:GEXP::STOM:2040:"         "N:GEXP::PRLR:5618:"        
##  [183] "N:GEXP::ASAH1:427:"         "N:GEXP::CYBRD1:79901:"     
##  [185] "N:GEXP::SH3BGRL:6451:"      "N:GEXP::FAM198B:51313:"    
##  [187] "N:GEXP::RAD21:5885:"        "N:GEXP::PGK1:5230:"        
##  [189] "N:GEXP::HSPD1:3329:"        "N:GEXP::ACTN4:81:"         
##  [191] "N:GEXP::LMNA:4000:"         "N:GEXP::GSN:2934:"         
##  [193] "N:GEXP::SDC1:6382:"         "N:GEXP::COL4A1:1282:"      
##  [195] "N:GEXP::FSTL1:11167:"       "N:GEXP::ZFP36L1:677:"      
##  [197] "N:GEXP::ACTA2:59:"          "N:GEXP::C1S:716:"          
##  [199] "N:GEXP::HLA-E:3133:"        "N:GEXP::HLA-DPA1:3113:"    
##  [201] "N:GEXP::HLA-DRB1:3123:"     "N:GEXP::RPL29:6159:"       
##  [203] "N:GEXP::RPL24:6152:"        "N:GEXP::RPL36:25873:"      
##  [205] "N:GEXP::SLC25A6:293:"       "N:GEXP::RPL6:6128:"        
##  [207] "N:GEXP::RPL34:6164:"        "N:GEXP::RPS25:6230:"       
##  [209] "N:GEXP::PTMS:5763:"         "N:GEXP::MIF:4282:"         
##  [211] "N:GEXP::TIMP1:7076:"        "N:GEXP::LGALS1:3956:"      
##  [213] "N:GEXP::CST3:1471:"         "N:GEXP::APOE:348:"         
##  [215] "N:GEXP::SLC40A1:30061:"     "N:GEXP::KRT7:3855:"        
##  [217] "N:GEXP::KRT17:3872:"        "N:GEXP::MFGE8:4240:"       
##  [219] "N:GEXP::SFRP1:6422:"        "N:GEXP::GABRP:2568:"       
##  [221] "N:GEXP::KRT81:3887:"        "N:GEXP::SLC9A3R1:9368:"    
##  [223] "N:GEXP::BCAM:4059:"         "N:GEXP::SDC4:6385:"        
##  [225] "N:GEXP::TSPAN13:27075:"     "N:GEXP::MLPH:79083:"       
##  [227] "N:GEXP::EVL:51466:"         "N:GEXP::STARD10:10809:"    
##  [229] "N:GEXP::SLC7A2:6542:"       "N:GEXP::ABHD2:11057:"      
##  [231] "N:GEXP::BMPR1B:658:"        "N:GEXP::LAPTM4B:55353:"    
##  [233] "N:GEXP::TPI1:7167:"         "N:GEXP::GPI:2821:"         
##  [235] "N:GEXP::YBX1:4904:"         "N:GEXP::EIF3E:3646:"       
##  [237] "N:GEXP::TUBA1A:7846:"       "N:GEXP::CCT5:22948:"       
##  [239] "N:GEXP::ILF2:3608:"         "N:GEXP::EPCAM:4072:"       
##  [241] "N:GEXP::STMN1:3925:"        "N:GEXP::PERP:64065:"       
##  [243] "N:GEXP::LDHB:3945:"         "N:GEXP::FADS2:9415:"       
##  [245] "N:GEXP::PREX1:57580:"       "N:GEXP::LAMB2:3913:"       
##  [247] "N:GEXP::ANXA6:309:"         "N:GEXP::ECE1:1889:"        
##  [249] "N:GEXP::MLEC:9761:"         "N:GEXP::SEC16A:9919:"      
##  [251] "N:GEXP::KIAA1522:57648:"    "N:GEXP::PTPLAD1:51495:"    
##  [253] "N:GEXP::RAB11A:8766:"       "N:GEXP::PIGT:51604:"       
##  [255] "N:GEXP::MCCC2:64087:"       "N:GEXP::RAB31:11031:"      
##  [257] "N:GEXP::CELSR1:9620:"       "N:GEXP::CELSR2:1952:"      
##  [259] "N:GEXP::VAV3:10451:"        "N:GEXP::IL6ST:3572:"       
##  [261] "N:GEXP::PGR:5241:"          "N:GEXP::ATP1B1:481:"       
##  [263] "N:GEXP::IGFBP7:3490:"       "N:GEXP::HTRA1:5654:"       
##  [265] "N:GEXP::SPARCL1:8404:"      "N:GEXP::MYL9:10398:"       
##  [267] "N:GEXP::PALLD:23022:"       "N:GEXP::CNN3:1266:"        
##  [269] "N:GEXP::RUNX1:861:"         "N:GEXP::LAMB1:3912:"       
##  [271] "N:GEXP::JUN:3725:"          "N:GEXP::DUSP1:1843:"       
##  [273] "N:GEXP::JUNB:3726:"         "N:GEXP::FMOD:2331:"        
##  [275] "N:GEXP::NAT1:9:"            "N:GEXP::MAOB:4129:"        
##  [277] "N:GEXP::CIRBP:1153:"        "N:GEXP::RPS15:6209:"       
##  [279] "N:GEXP::SLC25A5:292:"       "N:GEXP::YWHAG:7532:"       
##  [281] "N:GEXP::VDAC1:7416:"        "N:GEXP::TUBA1C:84790:"     
##  [283] "N:GEXP::H2AFZ:3015:"        "N:GEXP::TCP1:6950:"        
##  [285] "N:GEXP::HNRNPL:3191:"       "N:GEXP::CALM3:808:"        
##  [287] "N:GEXP::ATN1:1822:"         "N:GEXP::MLF2:8079:"        
##  [289] "N:GEXP::TNKS1BP1:85456:"    "N:GEXP::FAM129B:64855:"    
##  [291] "N:GEXP::VAT1:10493:"        "N:GEXP::ATP5G2:517:"       
##  [293] "N:GEXP::PFDN5:5204:"        "N:GEXP::PRDX2:7001:"       
##  [295] "N:GEXP::PRDX6:9588:"        "N:GEXP::SOD1:6647:"        
##  [297] "N:GEXP::CHCHD2:51142:"      "N:GEXP::PLD3:23646:"       
##  [299] "N:GEXP::IFI30:10437:"       "N:GEXP::COX4I1:1327:"      
##  [301] "N:GEXP::FKBP8:23770:"       "N:GEXP::SSR4:6748:"        
##  [303] "N:GEXP::BST2:684:"          "N:GEXP::RBBP7:5931:"       
##  [305] "N:GEXP::H2AFJ:55766:"       "N:GEXP::NUPR1:26471:"      
##  [307] "N:GEXP::C10orf116:10974:"   "N:GEXP::IGFBP2:3485:"      
##  [309] "N:GEXP::TOP2A:7153:"        "N:GEXP::TOB1:10140:"       
##  [311] "N:GEXP::GPRC5A:9052:"       "N:GEXP::ADIPOR2:79602:"    
##  [313] "N:GEXP::WWP1:11059:"        "N:GEXP::THSD4:79875:"      
##  [315] "N:GEXP::AFF3:3899:"         "N:GEXP::C6orf211:79624:"   
##  [317] "N:GEXP::MALAT1:378938:"     "N:GEXP::CAST:831:"         
##  [319] "N:GEXP::ST13:6767:"         "N:GEXP::UBE2D3:7323:"      
##  [321] "N:GEXP::LARP1:23367:"       "N:GEXP::RBM39:9584:"       
##  [323] "N:GEXP::IARS2:55699:"       "N:GEXP::SLC38A2:54407:"    
##  [325] "N:GEXP::USP9X:8239:"        "N:GEXP::JAK1:3716:"        
##  [327] "N:GEXP::RAB5B:5869:"        "N:GEXP::CS:1431:"          
##  [329] "N:GEXP::ARHGAP1:392:"       "N:GEXP::RNF10:9921:"       
##  [331] "N:GEXP::TBC1D9B:23061:"     "N:GEXP::TPP1:1200:"        
##  [333] "N:GEXP::ARL6IP5:10550:"     "N:GEXP::BTG1:694:"         
##  [335] "N:GEXP::TSC22D3:1831:"      "N:GEXP::OAT:4942:"         
##  [337] "N:GEXP::GHITM:27069:"       "N:GEXP::ATXN7L3B:552889:"  
##  [339] "N:GEXP::ARPC2:10109:"       "N:GEXP::DAP:1611:"         
##  [341] "N:GEXP::SDCBP:6386:"        "N:GEXP::DNAJB1:3337:"      
##  [343] "N:GEXP::ESRP1:54845:"       "N:GEXP::MTCH1:23787:"      
##  [345] "N:GEXP::C6orf106:64771:"    "N:GEXP::AARS:16:"          
##  [347] "N:GEXP::HSPH1:10808:"       "N:GEXP::CSE1L:1434:"       
##  [349] "N:GEXP::C20orf108:116151:"  "N:GEXP::ZNF217:7764:"      
##  [351] "N:GEXP::MGST1:4257:"        "N:GEXP::KPNA2:3838:"       
##  [353] "N:GEXP::UCP2:7351:"         "N:GEXP::SERINC2:347735:"   
##  [355] "N:GEXP::SPDEF:25803:"       "N:GEXP::C17orf28:283987:"  
##  [357] "N:GEXP::EPHX1:2052:"        "N:GEXP::FLOT1:10211:"      
##  [359] "N:GEXP::NAPA:8775:"         "N:GEXP::SRP14:6727:"       
##  [361] "N:GEXP::ARPC3:10094:"       "N:GEXP::DYNLL1:8655:"      
##  [363] "N:GEXP::PSME1:5720:"        "N:GEXP::TUFM:7284:"        
##  [365] "N:GEXP::CHMP4B:128866:"     "N:GEXP::RNF187:149603:"    
##  [367] "N:GEXP::TMED9:54732:"       "N:GEXP::MVP:9961:"         
##  [369] "N:GEXP::ACADVL:37:"         "N:GEXP::MKNK2:2872:"       
##  [371] "N:GEXP::SNRPB:6628:"        "N:GEXP::GPX1:2876:"        
##  [373] "N:GEXP::PRDX5:25824:"       "N:GEXP::NDUFA13:51079:"    
##  [375] "N:GEXP::TCEB2:6923:"        "N:GEXP::JUND:3727:"        
##  [377] "N:GEXP::HINT1:3094:"        "N:GEXP::PGRMC1:10857:"     
##  [379] "N:GEXP::NPC2:10577:"        "N:GEXP::ATP6V0C:527:"      
##  [381] "N:GEXP::ATP6V0E1:8992:"     "N:GEXP::COX7C:1350:"       
##  [383] "N:GEXP::ERP29:10961:"       "N:GEXP::COX6A1:1337:"      
##  [385] "N:GEXP::CTSA:5476:"         "N:GEXP::WBP2:23558:"       
##  [387] "N:GEXP::NDUFA4:4697:"       "N:GEXP::C19orf63:284361:"  
##  [389] "N:GEXP::ATP5C1:509:"        "N:GEXP::PLP2:5355:"        
##  [391] "N:GEXP::UQCRB:7381:"        "N:GEXP::CYC1:1537:"        
##  [393] "N:GEXP::RARRES3:5920:"      "N:GEXP::DST:667:"          
##  [395] "N:GEXP::AQP1:358:"          "N:GEXP::COL14A1:7373:"     
##  [397] "N:GEXP::LRIG1:26018:"       "N:GEXP::RABEP1:9135:"      
##  [399] "N:GEXP::NTN4:59277:"        "N:GEXP::UGDH:7358:"        
##  [401] "N:GEXP::SLC7A8:23428:"      "N:GEXP::TBX3:6926:"        
##  [403] "N:GEXP::SIAH2:6478:"        "N:GEXP::ACADSB:36:"        
##  [405] "N:GEXP::DCAF10:79269:"      "N:GEXP::GALNT7:51809:"     
##  [407] "N:GEXP::PIK3R1:5295:"       "N:GEXP::MTUS1:57509:"      
##  [409] "N:GEXP::FAM129A:116496:"    "N:GEXP::AGR3:155465:"      
##  [411] "N:GEXP::NDST1:3340:"        "N:GEXP::TAX1BP1:8887:"     
##  [413] "N:GEXP::PRDX3:10935:"       "N:GEXP::UQCRC2:7385:"      
##  [415] "N:GEXP::CBX5:23468:"        "N:GEXP::IGF2R:3482:"       
##  [417] "N:GEXP::ESYT1:23344:"       "N:GEXP::IARS:3376:"        
##  [419] "N:GEXP::SHROOM3:57619:"     "N:GEXP::ALDH9A1:223:"      
##  [421] "N:GEXP::PBXIP1:57326:"      "N:GEXP::NDFIP1:80762:"     
##  [423] "N:GEXP::PJA2:9867:"         "N:GEXP::CASC4:113201:"     
##  [425] "N:GEXP::EID1:23741:"        "N:GEXP::LIMA1:51474:"      
##  [427] "N:GEXP::RBM47:54502:"       "N:GEXP::CCNG2:901:"        
##  [429] "N:GEXP::ARSD:414:"          "N:GEXP::TSPAN3:10099:"     
##  [431] "N:GEXP::HK2:3099:"          "N:GEXP::LAMA5:3911:"       
##  [433] "N:GEXP::MYH14:79784:"       "N:GEXP::FDFT1:2222:"       
##  [435] "N:GEXP::ATP6V1G1:9550:"     "N:GEXP::DDX24:57062:"      
##  [437] "N:GEXP::TAF7:6879:"         "N:GEXP::BCL2L1:598:"       
##  [439] "N:GEXP::C20orf30:29058:"    "N:GEXP::STAT6:6778:"       
##  [441] "N:GEXP::SMARCC2:6601:"      "N:GEXP::PXN:5829:"         
##  [443] "N:GEXP::GOT2:2806:"         "N:GEXP::HERPUD1:9709:"     
##  [445] "N:GEXP::ECH1:1891:"         "N:GEXP::GARS:2617:"        
##  [447] "N:GEXP::GGCT:79017:"        "N:GEXP::SEMA4B:10509:"     
##  [449] "N:GEXP::LTBP3:4054:"        "N:GEXP::GAS6:2621:"        
##  [451] "N:GEXP::ARHGEF2:9181:"      "N:GEXP::SDC3:9672:"        
##  [453] "N:GEXP::MBNL1:4154:"        "N:GEXP::NFKBIA:4792:"      
##  [455] "N:GEXP::PRKACA:5566:"       "N:GEXP::TECR:9524:"        
##  [457] "N:GEXP::EPB41L1:2036:"      "N:GEXP::MXRA7:439921:"     
##  [459] "N:GEXP::EHD2:30846:"        "N:GEXP::SYNPO:11346:"      
##  [461] "N:GEXP::PCDHGC3:5098:"      "N:GEXP::HADHB:3032:"       
##  [463] "N:GEXP::MDH1:4190:"         "N:GEXP::OGDH:4967:"        
##  [465] "N:GEXP::DNM2:1785:"         "N:GEXP::SDHA:6389:"        
##  [467] "N:GEXP::TAX1BP3:30851:"     "N:GEXP::PLIN3:10226:"      
##  [469] "N:GEXP::LONP1:9361:"        "N:GEXP::POR:5447:"         
##  [471] "N:GEXP::LPCAT1:79888:"      "N:GEXP::ALDH2:217:"        
##  [473] "N:GEXP::CDKN1A:1026:"       "N:GEXP::ITGA3:3675:"       
##  [475] "N:GEXP::INSR:3643:"         "N:GEXP::SPTLC2:9517:"      
##  [477] "N:GEXP::SORL1:6653:"        "N:GEXP::RETSAT:54884:"     
##  [479] "N:GEXP::ZBTB4:57659:"       "N:GEXP::C10orf26:54838:"   
##  [481] "N:GEXP::PCDH1:5097:"        "N:GEXP::GALNT10:55568:"    
##  [483] "N:GEXP::MEGF9:1955:"        "N:GEXP::KIF13B:23303:"     
##  [485] "N:GEXP::AHR:196:"           "N:GEXP::CPT1A:1374:"       
##  [487] "N:GEXP::TP53INP1:94241:"    "N:GEXP::PLEKHF2:79666:"    
##  [489] "N:GEXP::APBB2:323:"         "N:GEXP::ATP8B1:5205:"      
##  [491] "N:GEXP::MYB:4602:"          "N:GEXP::BCL2:596:"         
##  [493] "N:GEXP::ALDH3A2:224:"       "N:GEXP::ENPP1:5167:"       
##  [495] "N:GEXP::SYT7:9066:"         "N:GEXP::ABCA3:21:"         
##  [497] "N:GEXP::BAG1:573:"          "N:GEXP::PTOV1:53635:"      
##  [499] "N:GEXP::AP2A1:160:"         "N:GEXP::MBOAT7:79143:"     
##  [501] "N:GEXP::PNPLA2:57104:"      "N:GEXP::RHBDD2:57414:"     
##  [503] "N:GEXP::LRPAP1:4043:"       "N:GEXP::WFS1:7466:"        
##  [505] "N:GEXP::CTDSP1:58190:"      "N:GEXP::TNIP1:10318:"      
##  [507] "N:GEXP::ARAP1:116985:"      "N:GEXP::ARL6IP4:51329:"    
##  [509] "N:GEXP::RNASEK:440400:"     "N:GEXP::TMC4:147798:"      
##  [511] "N:GEXP::ARFIP2:23647:"      "N:GEXP::FBP1:2203:"        
##  [513] "N:GEXP::G6PC3:92579:"       "N:GEXP::SEZ6L2:26470:"     
##  [515] "N:GEXP::SLC44A4:80736:"     "N:GEXP::SCNN1A:6337:"      
##  [517] "N:GEXP::SCCPDH:51097:"      "N:GEXP::TSPAN15:23555:"    
##  [519] "N:GEXP::CYB5A:1528:"        "N:GEXP::SLC2A10:81031:"    
##  [521] "N:GEXP::CREB3L1:90993:"     "N:GEXP::SYTL2:54843:"      
##  [523] "N:GEXP::RHOBTB3:22836:"     "N:GEXP::KDM4B:23030:"      
##  [525] "N:GEXP::MAPT:4137:"         "N:GEXP::TTC39A:22996:"     
##  [527] "N:GEXP::GREB1:9687:"        "N:GEXP::SEC14L2:23541:"    
##  [529] "N:GEXP::GALNT6:11226:"      "N:GEXP::TCEAL4:79921:"     
##  [531] "N:GEXP::GSTM3:2947:"        "N:GEXP::ALDH3B2:222:"      
##  [533] "N:GEXP::C17orf37:84299:"    "N:GEXP::PGAP3:93210:"      
##  [535] "N:GEXP::STARD3:10948:"      "N:GEXP::GRB7:2886:"        
##  [537] "N:GEXP::EEF1A2:1917:"       "N:GEXP::FGFR1:2260:"       
##  [539] "N:GEXP::SOD2:6648:"         "N:GEXP::PLOD1:5351:"       
##  [541] "N:GEXP::DDIT4:54541:"       "N:GEXP::GSTP1:2950:"       
##  [543] "N:GEXP::SLC7A5:8140:"       "N:GEXP::RARRES1:5918:"     
##  [545] "N:GEXP::ELN:2006:"          "N:GEXP::ACTG2:72:"         
##  [547] "N:GEXP::PHGDH:26227:"       "N:GEXP::STAC2:342667:"     
##  [549] "N:GEXP::CEACAM5:1048:"      "N:GEXP::DSG2:1829:"        
##  [551] "N:GEXP::DSC2:1824:"         "N:GEXP::ANXA1:301:"        
##  [553] "N:GEXP::CDK2AP1:8099:"      "N:GEXP::NFIB:4781:"        
##  [555] "N:GEXP::IGFBP3:3486:"       "N:GEXP::PAM:5066:"         
##  [557] "N:GEXP::SDC2:6383:"         "N:GEXP::MT2A:4502:"        
##  [559] "N:GEXP::CRAT:1384:"         "N:GEXP::FKBP5:2289:"       
##  [561] "N:GEXP::RARA:5914:"         "N:GEXP::CDK12:51755:"      
##  [563] "N:GEXP::TSPAN1:10103:"      "N:GEXP::ATP2A3:489:"       
##  [565] "N:GEXP::ZG16B:124220:"      "N:GEXP::ITPR1:3708:"       
##  [567] "N:GEXP::DUSP4:1846:"        "N:GEXP::PTPRT:11122:"      
##  [569] "N:GEXP::TPRG1:285386:"      "N:GEXP::PCSK6:5046:"       
##  [571] "N:GEXP::ENPP5:59084:"       "N:GEXP::CHAD:1101:"        
##  [573] "N:GEXP::AGTR1:185:"         "N:GEXP::FCGBP:8857:"       
##  [575] "N:GEXP::EFEMP1:2202:"       "N:GEXP::CDK4:1019:"        
##  [577] "N:GEXP::IRAK1:3654:"        "N:GEXP::SLC5A6:8884:"      
##  [579] "N:GEXP::HMGA1:3159:"        "N:GEXP::CSDA:8531:"        
##  [581] "N:GEXP::MYC:4609:"          "N:GEXP::SOX9:6662:"        
##  [583] "N:GEXP::PAPSS1:9061:"       "N:GEXP::ANP32E:81611:"     
##  [585] "N:GEXP::PPIF:10105:"        "N:GEXP::ASS1:445:"         
##  [587] "N:GEXP::PLS3:5358:"         "N:GEXP::ITGA5:3678:"       
##  [589] "N:GEXP::VEGFA:7422:"        "N:GEXP::HMGB2:3148:"       
##  [591] "N:GEXP::MCM3:4172:"         "N:GEXP::PCNA:5111:"        
##  [593] "N:GEXP::CENPF:1063:"        "N:GEXP::MKI67:4288:"       
##  [595] "N:GEXP::MCM4:4173:"         "N:GEXP::SQLE:6713:"        
##  [597] "N:GEXP::DHCR7:1717:"        "N:GEXP::TPM2:7169:"        
##  [599] "N:GEXP::RNASE1:6035:"       "N:GEXP::C1QA:712:"         
##  [601] "N:GEXP::C1QC:714:"          "N:GEXP::TMEM132A:54972:"   
##  [603] "N:GEXP::ITPR3:3710:"        "N:GEXP::PTDSS1:9791:"      
##  [605] "N:GEXP::PSMB2:5690:"        "N:GEXP::YARS:8565:"        
##  [607] "N:GEXP::MARS:4141:"         "N:GEXP::EIF2S2:8894:"      
##  [609] "N:GEXP::DKC1:1736:"         "N:GEXP::GMPS:8833:"        
##  [611] "N:GEXP::SRPK1:6732:"        "N:GEXP::GART:2618:"        
##  [613] "N:GEXP::HMGN4:10473:"       "N:GEXP::GTPBP4:23560:"     
##  [615] "N:GEXP::SMC4:10051:"        "N:GEXP::MTHFD2:10797:"     
##  [617] "N:GEXP::TXNRD1:7296:"       "N:GEXP::TMPO:7112:"        
##  [619] "N:GEXP::ATAD2:29028:"       "N:GEXP::MYO10:4651:"       
##  [621] "N:GEXP::OPTN:10133:"        "N:GEXP::PFKP:5214:"        
##  [623] "N:GEXP::SCARB1:949:"        "N:GEXP::CDC42EP1:11135:"   
##  [625] "N:GEXP::SLC43A3:29015:"     "N:GEXP::TPX2:22974:"       
##  [627] "N:GEXP::MCM6:4175:"         "N:GEXP::MCM2:4171:"        
##  [629] "N:GEXP::FOXM1:2305:"        "N:GEXP::RRM2:6241:"        
##  [631] "N:GEXP::PRC1:9055:"         "N:GEXP::ANLN:54443:"       
##  [633] "N:GEXP::MYBL2:4605:"        "N:GEXP::TSPYL5:85453:"     
##  [635] "N:GEXP::G6PD:2539:"         "N:GEXP::TK1:7083:"         
##  [637] "N:GEXP::OBSL1:23363:"       "N:GEXP::CCND3:896:"        
##  [639] "N:GEXP::LDOC1:23641:"       "N:GEXP::CDC25B:994:"       
##  [641] "N:GEXP::TUBB6:84617:"       "N:GEXP::CEBPB:1051:"       
##  [643] "N:GEXP::CARHSP1:23589:"     "N:GEXP::FAM127A:8933:"     
##  [645] "N:GEXP::PDHA1:5160:"        "N:GEXP::SLC6A8:6535:"      
##  [647] "N:GEXP::SLC39A14:23516:"    "N:GEXP::CXCL16:58191:"     
##  [649] "N:GEXP::SIRPA:140885:"      "N:GEXP::CSF1R:1436:"       
##  [651] "N:GEXP::APOC1:341:"         "N:GEXP::RBP1:5947:"        
##  [653] "N:GEXP::GPC1:2817:"         "N:GEXP::SPON2:10417:"      
##  [655] "N:GEXP::EFEMP2:30008:"      "N:GEXP::RARRES2:5919:"     
##  [657] "N:GEXP::WISP2:8839:"        "N:GEXP::BAMBI:25805:"      
##  [659] "N:GEXP::MDM2:4193:"         "N:GEXP::SERPINA5:5104:"    
##  [661] "N:GEXP::RET:5979:"          "N:GEXP::CLSTN2:64084:"     
##  [663] "N:GEXP::KITLG:4254:"        "N:GEXP::REPS2:9185:"       
##  [665] "N:GEXP::AMIGO2:347902:"     "N:GEXP::CAMK2N1:55450:"    
##  [667] "N:GEXP::TMBIM4:51643:"      "N:GEXP::GPD1L:23171:"      
##  [669] "N:GEXP::KIAA1370:56204:"    "N:GEXP::TPBG:7162:"        
##  [671] "N:GEXP::RNF103:7844:"       "N:GEXP::C4orf34:201895:"   
##  [673] "N:GEXP::RALGPS2:55103:"     "N:GEXP::ZNF552:79818:"     
##  [675] "N:GEXP::CMBL:134147:"       "N:GEXP::ZNF385A:25946:"    
##  [677] "N:GEXP::SSH3:54961:"        "N:GEXP::NISCH:11188:"      
##  [679] "N:GEXP::TENC1:23371:"       "N:GEXP::HEXIM1:10614:"     
##  [681] "N:GEXP::UBXN6:80700:"       "N:GEXP::PINK1:65018:"      
##  [683] "N:GEXP::SPRYD3:84926:"      "N:GEXP::IGBP1:3476:"       
##  [685] "N:GEXP::ISCU:23479:"        "N:GEXP::TCEA3:6920:"       
##  [687] "N:GEXP::FAM63A:55793:"      "N:GEXP::TMEM25:84866:"     
##  [689] "N:GEXP::ASB13:79754:"       "N:GEXP::DBNDD2:55861:"     
##  [691] "N:GEXP::DUSP5:1847:"        "N:GEXP::TMEM106C:79022:"   
##  [693] "N:GEXP::NGFRAP1:27018:"     "N:GEXP::ETNK2:55224:"      
##  [695] "N:GEXP::IRS1:3667:"         "N:GEXP::IRF6:3664:"        
##  [697] "N:GEXP::MBOAT1:154141:"     "N:GEXP::MTHFD1:4522:"      
##  [699] "N:GEXP::EIF2S1:1965:"       "N:GEXP::CPSF2:53981:"      
##  [701] "N:GEXP::GNPNAT1:64841:"     "N:GEXP::HLTF:6596:"        
##  [703] "N:GEXP::ECT2:1894:"         "N:GEXP::PSMD14:10213:"     
##  [705] "N:GEXP::BCL2L13:23786:"     "N:GEXP::CYB5B:80777:"      
##  [707] "N:GEXP::BTF3L4:91408:"      "N:GEXP::SRXN1:140809:"     
##  [709] "N:GEXP::PSMD12:5718:"       "N:GEXP::LDLR:3949:"        
##  [711] "N:GEXP::ST6GALNAC2:10610:"  "N:GEXP::ARRDC3:57561:"     
##  [713] "N:GEXP::CCNG1:900:"         "N:GEXP::MFSD6:54842:"      
##  [715] "N:GEXP::ARHGEF17:9828:"     "N:GEXP::PPL:5493:"         
##  [717] "N:GEXP::METTL7A:25840:"     "N:GEXP::SGK1:6446:"        
##  [719] "N:GEXP::ETS2:2114:"         "N:GEXP::STAT5A:6776:"      
##  [721] "N:GEXP::MYBBP1A:10514:"     "N:GEXP::RARG:5916:"        
##  [723] "N:GEXP::ARHGEF10L:55160:"   "N:GEXP::RBMS1:5937:"       
##  [725] "N:GEXP::NCK2:8440:"         "N:GEXP::ARMCX2:9823:"      
##  [727] "N:GEXP::LTBP4:8425:"        "N:GEXP::ETFA:2108:"        
##  [729] "N:GEXP::TP53INP2:58476:"    "N:GEXP::ANK3:288:"         
##  [731] "N:GEXP::DUSP6:1848:"        "N:GEXP::TGFB3:7043:"       
##  [733] "N:GEXP::MFAP4:4239:"        "N:GEXP::IQGAP2:10788:"     
##  [735] "N:GEXP::SYNPO2:171024:"     "N:GEXP::WLS:79971:"        
##  [737] "N:GEXP::COL4A5:1287:"       "N:GEXP::MECP2:4204:"       
##  [739] "N:GEXP::PHF15:23338:"       "N:GEXP::ADCY9:115:"        
##  [741] "N:GEXP::ZSCAN18:65982:"     "N:GEXP::C1orf226:400793:"  
##  [743] "N:GEXP::CGNL1:84952:"       "N:GEXP::BHLHE41:79365:"    
##  [745] "N:GEXP::SPOCK1:6695:"       "N:GEXP::GPX8:493869:"      
##  [747] "N:GEXP::LRRC32:2615:"       "N:GEXP::GLIS2:84662:"      
##  [749] "N:GEXP::AKAP12:9590:"       "N:GEXP::ANKRD30A:91074:"   
##  [751] "N:GEXP::PTGER3:5733:"       "N:GEXP::UGCG:7357:"        
##  [753] "N:GEXP::LONRF2:164832:"     "N:GEXP::EMB:133418:"       
##  [755] "N:GEXP::C19orf21:126353:"   "N:GEXP::C9orf7:11094:"     
##  [757] "N:GEXP::ST6GALNAC6:30815:"  "N:GEXP::CRY2:1408:"        
##  [759] "N:GEXP::CXXC5:51523:"       "N:GEXP::KIAA1543:57662:"   
##  [761] "N:GEXP::ANXA9:8416:"        "N:GEXP::DNALI1:7802:"      
##  [763] "N:GEXP::TADA2B:93624:"      "N:GEXP::KLHDC2:23588:"     
##  [765] "N:GEXP::CDK17:5128:"        "N:GEXP::TNRC6C:57690:"     
##  [767] "N:GEXP::ARL3:403:"          "N:GEXP::CCNDBP1:23582:"    
##  [769] "N:GEXP::PGPEP1:54858:"      "N:GEXP::C5orf32:84418:"    
##  [771] "N:GEXP::SYTL4:94121:"       "N:GEXP::C17orf58:284018:"  
##  [773] "N:GEXP::FBXL16:146330:"     "N:GEXP::PHLDA3:23612:"     
##  [775] "N:GEXP::EPS8L1:54869:"      "N:GEXP::GAMT:2593:"        
##  [777] "N:GEXP::?:653553:"          "N:GEXP::TCEAL1:9338:"      
##  [779] "N:GEXP::INPP5J:27124:"      "N:GEXP::PRR15:222171:"     
##  [781] "N:GEXP::SLC4A8:9498:"       "N:GEXP::C1orf64:149563:"   
##  [783] "N:GEXP::GPR160:26996:"      "N:GEXP::HOOK1:51361:"      
##  [785] "N:GEXP::CPEB2:132864:"      "N:GEXP::C5orf30:90355:"    
##  [787] "N:GEXP::SIDT1:54847:"       "N:GEXP::DNMBP:23268:"      
##  [789] "N:GEXP::CAPN13:92291:"      "N:GEXP::AR:367:"           
##  [791] "N:GEXP::TOX3:27324:"        "N:GEXP::SYBU:55638:"       
##  [793] "N:GEXP::ARRB1:408:"         "N:GEXP::SUSD4:55061:"      
##  [795] "N:GEXP::IRS2:8660:"         "N:GEXP::CHRD:8646:"        
##  [797] "N:GEXP::HSPA2:3306:"        "N:GEXP::PKIB:5570:"        
##  [799] "N:GEXP::ERBB4:2066:"        "N:GEXP::DNAJC12:56521:"    
##  [801] "N:GEXP::RERG:85004:"        "N:GEXP::PARD6B:84612:"     
##  [803] "N:GEXP::ABAT:18:"           "N:GEXP::REEP6:92840:"      
##  [805] "N:GEXP::DEGS2:123099:"      "N:GEXP::SUSD3:203328:"     
##  [807] "N:GEXP::FGD3:89846:"        "N:GEXP::GSTM2:2946:"       
##  [809] "N:GEXP::PDZK1:5174:"        "N:GEXP::CCDC74A:90557:"    
##  [811] "N:GEXP::ZNF703:80139:"      "N:GEXP::HSPB8:26353:"      
##  [813] "N:GEXP::ELOVL2:54898:"      "N:GEXP::NKAIN1:79570:"     
##  [815] "N:GEXP::RIMS4:140730:"      "N:GEXP::ADCY1:107:"        
##  [817] "N:GEXP::STC1:6781:"         "N:GEXP::STEAP4:79689:"     
##  [819] "N:GEXP::NTRK2:4915:"        "N:GEXP::PADI2:11240:"      
##  [821] "N:GEXP::FSCN1:6624:"        "N:GEXP::CDH3:1001:"        
##  [823] "N:GEXP::LAMC2:3918:"        "N:GEXP::GBP2:2634:"        
##  [825] "N:GEXP::TGM2:7052:"         "N:GEXP::CXCR4:7852:"       
##  [827] "N:GEXP::HLA-DRB5:3127:"     "N:GEXP::CXCL10:3627:"      
##  [829] "N:GEXP::SYNM:23336:"        "N:GEXP::CRYAB:1410:"       
##  [831] "N:GEXP::KRT23:25984:"       "N:GEXP::MYH11:4629:"       
##  [833] "N:GEXP::CD36:948:"          "N:GEXP::FABP4:2167:"       
##  [835] "N:GEXP::CAV1:857:"          "N:GEXP::PDK4:5166:"        
##  [837] "N:GEXP::ADH1B:125:"         "N:GEXP::SAA1:6288:"        
##  [839] "N:GEXP::NR4A1:3164:"        "N:GEXP::TPSB2:64499:"      
##  [841] "N:GEXP::TFAP2B:7021:"       "N:GEXP::TMC5:79838:"       
##  [843] "N:GEXP::PAPSS2:9060:"       "N:GEXP::ABCC11:85320:"     
##  [845] "N:GEXP::CLCA2:9635:"        "N:GEXP::SLC34A2:10568:"    
##  [847] "N:GEXP::CX3CL1:6376:"       "N:GEXP::CLDN1:9076:"       
##  [849] "N:GEXP::LAMB3:3914:"        "N:GEXP::COL17A1:1308:"     
##  [851] "N:GEXP::TRIM29:23650:"      "N:GEXP::TFCP2L1:29842:"    
##  [853] "N:GEXP::SERPINB5:5268:"     "N:GEXP::DSC3:1825:"        
##  [855] "N:GEXP::NDRG2:57447:"       "N:GEXP::ELF5:2001:"        
##  [857] "N:GEXP::KLK6:5653:"         "N:GEXP::KLK5:25818:"       
##  [859] "N:GEXP::KLK7:5650:"         "N:GEXP::TCN1:6947:"        
##  [861] "N:GEXP::BCAS1:8537:"        "N:GEXP::CACNA1H:8912:"     
##  [863] "N:GEXP::AKR7A3:22977:"      "N:GEXP::SLC27A2:11001:"    
##  [865] "N:GEXP::TPD52L1:7164:"      "N:GEXP::C1orf116:79098:"   
##  [867] "N:GEXP::CYP27A1:1593:"      "N:GEXP::FZD7:8324:"        
##  [869] "N:GEXP::VANGL2:57216:"      "N:GEXP::FBLN5:10516:"      
##  [871] "N:GEXP::TNFRSF12A:51330:"   "N:GEXP::KRT80:144501:"     
##  [873] "N:GEXP::MMP15:4324:"        "N:GEXP::CDK1:983:"         
##  [875] "N:GEXP::CCNB1:891:"         "N:GEXP::TACC3:10460:"      
##  [877] "N:GEXP::FEN1:2237:"         "N:GEXP::ZWINT:11130:"      
##  [879] "N:GEXP::TOPBP1:11073:"      "N:GEXP::TIMELESS:8914:"    
##  [881] "N:GEXP::RACGAP1:29127:"     "N:GEXP::DARS2:55157:"      
##  [883] "N:GEXP::NUSAP1:51203:"      "N:GEXP::KIF11:3832:"       
##  [885] "N:GEXP::ASPM:259266:"       "N:GEXP::IQGAP3:128239:"    
##  [887] "N:GEXP::TYMS:7298:"         "N:GEXP::TMEM97:27346:"     
##  [889] "N:GEXP::SPAG5:10615:"       "N:GEXP::CKS1B:1163:"       
##  [891] "N:GEXP::CDC20:991:"         "N:GEXP::UBE2C:11065:"      
##  [893] "N:GEXP::C6orf115:58527:"    "N:GEXP::TTC35:9694:"       
##  [895] "N:GEXP::ARMC1:55156:"       "N:GEXP::MTFR1:9650:"       
##  [897] "N:GEXP::PGCP:10404:"        "N:GEXP::BAIAP2L1:55971:"   
##  [899] "N:GEXP::C3orf37:56941:"     "N:GEXP::DNAJC9:23234:"     
##  [901] "N:GEXP::NARF:26502:"        "N:GEXP::CPSF3:51692:"      
##  [903] "N:GEXP::SMC6:79677:"        "N:GEXP::C16orf57:79650:"   
##  [905] "N:GEXP::HTATIP2:10553:"     "N:GEXP::ZDHHC6:64429:"     
##  [907] "N:GEXP::STAMBP:10617:"      "N:GEXP::TAF11:6882:"       
##  [909] "N:GEXP::GGCX:2677:"         "N:GEXP::IL10RB:3588:"      
##  [911] "N:GEXP::EPB41L4B:54566:"    "N:GEXP::CHMP4C:92421:"     
##  [913] "N:GEXP::CTPS:1503:"         "N:GEXP::NCAPG2:54892:"     
##  [915] "N:GEXP::GPSM2:29899:"       "N:GEXP::CKS2:1164:"        
##  [917] "N:GEXP::KIFC1:3833:"        "N:GEXP::PLK1:5347:"        
##  [919] "N:GEXP::CDCA5:113130:"      "N:GEXP::KIF20A:10112:"     
##  [921] "N:GEXP::KIF4A:24137:"       "N:GEXP::KIF23:9493:"       
##  [923] "N:GEXP::CCNB2:9133:"        "N:GEXP::NCAPG:64151:"      
##  [925] "N:GEXP::BUB1:699:"          "N:GEXP::KIF2C:11004:"      
##  [927] "N:GEXP::CDCA8:55143:"       "N:GEXP::E2F3:1871:"        
##  [929] "N:GEXP::IFRD1:3475:"        "N:GEXP::PVR:5817:"         
##  [931] "N:GEXP::AKR1B1:231:"        "N:GEXP::TUSC3:7991:"       
##  [933] "N:GEXP::GGH:8836:"          "N:GEXP::CKMT1B:1159:"      
##  [935] "N:GEXP::INHBB:3625:"        "N:GEXP::KIT:3815:"         
##  [937] "N:GEXP::ARID5A:10865:"      "N:GEXP::CCND2:894:"        
##  [939] "N:GEXP::EPN3:55040:"        "N:GEXP::ACSF2:80221:"      
##  [941] "N:GEXP::ABCC3:8714:"        "N:GEXP::CDC6:990:"         
##  [943] "N:GEXP::C3orf57:165679:"    "N:GEXP::CYP4B1:1580:"      
##  [945] "N:GEXP::KLHDC7A:127707:"    "N:GEXP::HPX:3263:"         
##  [947] "N:GEXP::PTHLH:5744:"        "N:GEXP::TFPI2:7980:"       
##  [949] "N:GEXP::NKX3-1:4824:"       "N:GEXP::KIF12:113220:"     
##  [951] "N:GEXP::SEMA3B:7869:"       "N:GEXP::GDF15:9518:"       
##  [953] "N:GEXP::RNF43:54894:"       "N:GEXP::FGFR4:2264:"       
##  [955] "N:GEXP::NXPH1:30010:"       "N:GEXP::SLC16A6:9120:"     
##  [957] "N:GEXP::CST9:128822:"       "N:GEXP::DACH1:1602:"       
##  [959] "N:GEXP::SLC1A2:6506:"       "N:GEXP::MAOA:4128:"        
##  [961] "N:GEXP::SLC5A8:160728:"     "N:GEXP::MT1E:4493:"        
##  [963] "N:GEXP::GOLGA8A:23015:"     "N:GEXP::TSIX:9383:"        
##  [965] "N:GEXP::TM7SF2:7108:"       "N:GEXP::CPM:1368:"         
##  [967] "N:GEXP::DTL:51514:"         "N:GEXP::AURKA:6790:"       
##  [969] "N:GEXP::MLF1IP:79682:"      "N:GEXP::ASF1B:55723:"      
##  [971] "N:GEXP::CCNA2:890:"         "N:GEXP::MAD2L1:4085:"      
##  [973] "N:GEXP::NEK2:4751:"         "N:GEXP::UBE2T:29089:"      
##  [975] "N:GEXP::EZH2:2146:"         "N:GEXP::CIT:11113:"        
##  [977] "N:GEXP::ARHGAP11A:9824:"    "N:GEXP::BUB1B:701:"        
##  [979] "N:GEXP::CENPE:1062:"        "N:GEXP::PTTG1:9232:"       
##  [981] "N:GEXP::E2F1:1869:"         "N:GEXP::RFC4:5984:"        
##  [983] "N:GEXP::METTL2A:339175:"    "N:GEXP::C8orf76:84933:"    
##  [985] "N:GEXP::C3orf26:84319:"     "N:GEXP::C1orf96:126731:"   
##  [987] "N:GEXP::NRBF2:29982:"       "N:GEXP::PARP2:10038:"      
##  [989] "N:GEXP::ARHGAP19:84986:"    "N:GEXP::TTF2:8458:"        
##  [991] "N:GEXP::KIF20B:9585:"       "N:GEXP::GEN1:348654:"      
##  [993] "N:GEXP::GINS2:51659:"       "N:GEXP::RFC3:5983:"        
##  [995] "N:GEXP::CCNE2:9134:"        "N:GEXP::NUF2:83540:"       
##  [997] "N:GEXP::C16orf75:116028:"   "N:GEXP::MYBL1:4603:"       
##  [999] "N:GEXP::C9orf140:89958:"    "N:GEXP::BIRC5:332:"        
## [1001] "N:GEXP::PLXNB3:5365:"       "N:GEXP::GLB1L2:89944:"     
## [1003] "N:GEXP::MPHOSPH6:10200:"    "N:GEXP::QPRT:23475:"       
## [1005] "N:GEXP::HEPH:9843:"         "N:GEXP::SELPLG:6404:"      
## [1007] "N:GEXP::EMP3:2014:"         "N:GEXP::ARHGAP23:57636:"   
## [1009] "N:GEXP::PROS1:5627:"        "N:GEXP::LPCAT2:54947:"     
## [1011] "N:GEXP::TSPAN18:90139:"     "N:GEXP::ARL4A:10124:"      
## [1013] "N:GEXP::PDGFA:5154:"        "N:GEXP::CSGALNACT1:55790:" 
## [1015] "N:GEXP::CCDC8:83987:"       "N:GEXP::SPNS2:124976:"     
## [1017] "N:GEXP::CAV2:858:"          "N:GEXP::LMOD1:25802:"      
## [1019] "N:GEXP::CNN1:1264:"         "N:GEXP::CMTM7:112616:"     
## [1021] "N:GEXP::OLFM2:93145:"       "N:GEXP::SLC25A37:51312:"   
## [1023] "N:GEXP::CDK18:5129:"        "N:GEXP::BTG3:10950:"       
## [1025] "N:GEXP::CEP55:55165:"       "N:GEXP::MELK:9833:"        
## [1027] "N:GEXP::TRIP13:9319:"       "N:GEXP::FAM83D:81610:"     
## [1029] "N:GEXP::GINS1:9837:"        "N:GEXP::ESPL1:9700:"       
## [1031] "N:GEXP::C15orf23:90417:"    "N:GEXP::HMMR:3161:"        
## [1033] "N:GEXP::NCAPH:23397:"       "N:GEXP::HJURP:55355:"      
## [1035] "N:GEXP::MCM10:55388:"       "N:GEXP::STIL:6491:"        
## [1037] "N:GEXP::DLGAP5:9787:"       "N:GEXP::TTK:7272:"         
## [1039] "N:GEXP::NDC80:10403:"       "N:GEXP::DEPDC1:55635:"     
## [1041] "N:GEXP::TCF7L2:6934:"       "N:GEXP::NFIL3:4783:"       
## [1043] "N:GEXP::PLEKHG1:57480:"     "N:GEXP::MTHFD1L:25902:"    
## [1045] "N:GEXP::PLEKHG4B:153478:"   "N:GEXP::CSRP2:1466:"       
## [1047] "N:GEXP::B3GNT5:84002:"      "N:GEXP::RGMA:56963:"       
## [1049] "N:GEXP::C11orf41:25758:"    "N:GEXP::PNMAL1:55228:"     
## [1051] "N:GEXP::AKR1C3:8644:"       "N:GEXP::OLFM1:10439:"      
## [1053] "N:GEXP::PPP2R2C:5522:"      "N:GEXP::CACNA2D2:9254:"    
## [1055] "N:GEXP::ASTN2:23245:"       "N:GEXP::FLJ45983:399717:"  
## [1057] "N:GEXP::FBXO2:26232:"       "N:GEXP::DTNA:1837:"        
## [1059] "N:GEXP::FSIP1:161835:"      "N:GEXP::PMAIP1:5366:"      
## [1061] "N:GEXP::SYTL5:94122:"       "N:GEXP::NRCAM:4897:"       
## [1063] "N:GEXP::INPP4B:8821:"       "N:GEXP::MPP7:143098:"      
## [1065] "N:GEXP::RAI2:10742:"        "N:GEXP::PLCD3:113026:"     
## [1067] "N:GEXP::PALM:5064:"         "N:GEXP::CCDC64B:146439:"   
## [1069] "N:GEXP::FAAH:2166:"         "N:GEXP::TRIM3:10612:"      
## [1071] "N:GEXP::TMEM184A:202915:"   "N:GEXP::CCDC64:92558:"     
## [1073] "N:GEXP::SLC24A3:57419:"     "N:GEXP::GATM:2628:"        
## [1075] "N:GEXP::SUOX:6821:"         "N:GEXP::SAR1B:51128:"      
## [1077] "N:GEXP::EXOC6:54536:"       "N:GEXP::LZTFL1:54585:"     
## [1079] "N:GEXP::C10orf32:119032:"   "N:GEXP::CCDC125:202243:"   
## [1081] "N:GEXP::SLC22A5:6584:"      "N:GEXP::NUDT12:83594:"     
## [1083] "N:GEXP::MARVELD2:153562:"   "N:GEXP::PNPLA4:8228:"      
## [1085] "N:GEXP::PRICKLE2:166336:"   "N:GEXP::EPB41L4A:64097:"   
## [1087] "N:GEXP::TMEM63C:57156:"     "N:GEXP::C9orf152:401546:"  
## [1089] "N:GEXP::ZBTB7C:201501:"     "N:GEXP::EPHX2:2053:"       
## [1091] "N:GEXP::NOSTRIN:115677:"    "N:GEXP::PHYHD1:254295:"    
## [1093] "N:GEXP::F2RL2:2151:"        "N:GEXP::GEM:2669:"         
## [1095] "N:GEXP::ALDH1A1:216:"       "N:GEXP::CPA3:1359:"        
## [1097] "N:GEXP::F3:2152:"           "N:GEXP::KCNK1:3775:"       
## [1099] "N:GEXP::RND1:27289:"        "N:GEXP::RAP1GAP:5909:"     
## [1101] "N:GEXP::GPR98:84059:"       "N:GEXP::PRKAA2:5563:"      
## [1103] "N:GEXP::CLGN:1047:"         "N:GEXP::SCD5:79966:"       
## [1105] "N:GEXP::HS6ST3:266722:"     "N:GEXP::ACOX2:8309:"       
## [1107] "N:GEXP::PDZRN3:23024:"      "N:GEXP::COL9A2:1298:"      
## [1109] "N:GEXP::TNXB:7148:"         "N:GEXP::KLF2:10365:"       
## [1111] "N:GEXP::DARC:2532:"         "N:GEXP::ABI3BP:25890:"     
## [1113] "N:GEXP::C7:730:"            "N:GEXP::GPD1:2819:"        
## [1115] "N:GEXP::HSPB6:126393:"      "N:GEXP::G0S2:50486:"       
## [1117] "N:GEXP::PPP1R3C:5507:"      "N:GEXP::GRB14:2888:"       
## [1119] "N:GEXP::IMPA2:3613:"        "N:GEXP::PSAT1:29968:"      
## [1121] "N:GEXP::CDKN2A:1029:"       "N:GEXP::SOX11:6664:"       
## [1123] "N:GEXP::ANXA3:306:"         "N:GEXP::GSTA1:2938:"       
## [1125] "N:GEXP::MAP2:4133:"         "N:GEXP::LOXL4:84171:"      
## [1127] "N:GEXP::SMOC1:64093:"       "N:GEXP::LYNX1:66004:"      
## [1129] "N:GEXP::DEFB1:1672:"        "N:GEXP::APOBEC3B:9582:"    
## [1131] "N:GEXP::BCL2A1:597:"        "N:GEXP::ART3:419:"         
## [1133] "N:GEXP::PPP1R14C:81706:"    "N:GEXP::RNF8:9025:"        
## [1135] "N:GEXP::C6orf129:154467:"   "N:GEXP::SLC25A19:60386:"   
## [1137] "N:GEXP::ECE2:9718:"         "N:GEXP::C11orf75:56935:"   
## [1139] "N:GEXP::CDT1:81620:"        "N:GEXP::CENPN:55839:"      
## [1141] "N:GEXP::FANCA:2175:"        "N:GEXP::TROAP:10024:"      
## [1143] "N:GEXP::CDCA3:83461:"       "N:GEXP::AURKB:9212:"       
## [1145] "N:GEXP::DONSON:29980:"      "N:GEXP::CDC7:8317:"        
## [1147] "N:GEXP::MCM8:84515:"        "N:GEXP::C6orf167:253714:"  
## [1149] "N:GEXP::EXO1:9156:"         "N:GEXP::KIF14:9928:"       
## [1151] "N:GEXP::RAD51AP1:10635:"    "N:GEXP::EIF2C2:27161:"     
## [1153] "N:GEXP::E2F5:1875:"         "N:GEXP::TMEM206:55248:"    
## [1155] "N:GEXP::CPOX:1371:"         "N:GEXP::RNASEH1:246243:"   
## [1157] "N:GEXP::C9orf30:91283:"     "N:GEXP::CCDC99:54908:"     
## [1159] "N:GEXP::C1orf124:83932:"    "N:GEXP::CENPL:91687:"      
## [1161] "N:GEXP::SLC9A6:10479:"      "N:GEXP::CCDC82:79780:"     
## [1163] "N:GEXP::WDR62:284403:"      "N:GEXP::GTSE1:51512:"      
## [1165] "N:GEXP::KIF18B:146909:"     "N:GEXP::CDC45:8318:"       
## [1167] "N:GEXP::SHCBP1:79801:"      "N:GEXP::RNF168:165918:"    
## [1169] "N:GEXP::CASC5:57082:"       "N:GEXP::CKAP2L:150468:"    
## [1171] "N:GEXP::BRCA2:675:"         "N:GEXP::FBXO5:26271:"      
## [1173] "N:GEXP::KIF15:56992:"       "N:GEXP::PLK4:10733:"       
## [1175] "N:GEXP::ZNF367:195828:"     "N:GEXP::SKA3:221150:"      
## [1177] "N:GEXP::PPIL5:122769:"      "N:GEXP::CDKN3:1033:"       
## [1179] "N:GEXP::HELLS:3070:"        "N:GEXP::WDR67:93594:"      
## [1181] "N:GEXP::DSCC1:79075:"       "N:GEXP::RAD54B:25788:"     
## [1183] "N:GEXP::PSRC1:84722:"       "N:GEXP::GINS3:64785:"      
## [1185] "N:GEXP::RAD51:5888:"        "N:GEXP::ORC6L:23594:"      
## [1187] "N:GEXP::C9orf100:84904:"    "N:GEXP::CDC25A:993:"       
## [1189] "N:GEXP::RAD54L:8438:"       "N:GEXP::ORC1L:4998:"       
## [1191] "N:GEXP::SKA1:220134:"       "N:GEXP::CENPA:1058:"       
## [1193] "N:GEXP::CHEK1:1111:"        "N:GEXP::CCDC77:84318:"     
## [1195] "N:GEXP::SKP2:6502:"         "N:GEXP::C11orf82:220042:"  
## [1197] "N:GEXP::BLM:641:"           "N:GEXP::C15orf42:90381:"   
## [1199] "N:GEXP::CDCA2:157313:"      "N:GEXP::LRP8:7804:"        
## [1201] "N:GEXP::E2F2:1870:"         "N:GEXP::PIR:8544:"         
## [1203] "N:GEXP::CCNE1:898:"         "N:GEXP::TMEM139:135932:"   
## [1205] "N:GEXP::KLK8:11202:"        "N:GEXP::PPARA:5465:"       
## [1207] "N:GEXP::MOBKL2B:79817:"     "N:GEXP::GPM6B:2824:"       
## [1209] "N:GEXP::CDCA7:83879:"       "N:GEXP::BCL11A:53335:"     
## [1211] "N:GEXP::IGF2BP2:10644:"     "N:GEXP::FERMT1:55612:"     
## [1213] "N:GEXP::CTSL2:1515:"        "N:GEXP::BBOX1:8424:"       
## [1215] "N:GEXP::ROPN1B:152015:"     "N:GEXP::ROPN1:54763:"      
## [1217] "N:GEXP::TMCC2:9911:"        "N:GEXP::HRCT1:646962:"     
## [1219] "N:GEXP::ANXA8L2:244:"       "N:GEXP::IRX1:79192:"       
## [1221] "N:GEXP::LEPREL1:55214:"     "N:GEXP::CPA4:51200:"       
## [1223] "N:GEXP::C5orf23:79614:"     "N:GEXP::PLA2G4A:5321:"     
## [1225] "N:GEXP::MAPK4:5596:"        "N:GEXP::PTPRZ1:5803:"      
## [1227] "N:GEXP::SOSTDC1:25928:"     "N:GEXP::DMD:1756:"         
## [1229] "N:GEXP::CEL:1056:"          "N:GEXP::SEMA6A:57556:"     
## [1231] "N:GEXP::LPAR6:10161:"       "N:GEXP::PDGFD:80310:"      
## [1233] "N:GEXP::RHOBTB2:23221:"     "N:GEXP::TNFSF12:8742:"     
## [1235] "N:GEXP::C5orf62:85027:"     "N:GEXP::CARD10:29775:"     
## [1237] "N:GEXP::RAPGEF3:10411:"     "N:GEXP::RAB17:64284:"      
## [1239] "N:GEXP::WDR19:57728:"       "N:GEXP::CCDC71:64925:"     
## [1241] "N:GEXP::GTF2IRD2:84163:"    "N:GEXP::C2orf55:343990:"   
## [1243] "N:GEXP::KCNJ11:3767:"       "N:GEXP::CBLC:23624:"       
## [1245] "N:GEXP::FDXR:2232:"         "N:GEXP::GGT6:124975:"      
## [1247] "N:GEXP::SHC2:25759:"        "N:GEXP::PLEKHG4:25894:"    
## [1249] "N:GEXP::C3orf14:57415:"     "N:GEXP::ZNF737:100129842:" 
## [1251] "N:GEXP::MYEF2:50804:"       "N:GEXP::PPP1R9A:55607:"    
## [1253] "N:GEXP::PCLO:27445:"        "N:GEXP::KIAA1324L:222223:" 
## [1255] "N:GEXP::ZNF516:9658:"       "N:GEXP::REEP1:65055:"      
## [1257] "N:GEXP::IL20RA:53832:"      "N:GEXP::CA8:767:"          
## [1259] "N:GEXP::C6orf97:80129:"     "N:GEXP::CACNA1D:776:"      
## [1261] "N:GEXP::TMEM26:219623:"     "N:GEXP::ADAMTS15:170689:"  
## [1263] "N:GEXP::STK32B:55351:"      "N:GEXP::SERPINA11:256394:" 
## [1265] "N:GEXP::CYP4F22:126410:"    "N:GEXP::GRPR:2925:"        
## [1267] "N:GEXP::KCNK2:3776:"        "N:GEXP::TMEM45B:120224:"   
## [1269] "N:GEXP::C2CD4A:145741:"     "N:GEXP::CA9:768:"          
## [1271] "N:GEXP::FAM83A:84985:"      "N:GEXP::ACE2:59272:"       
## [1273] "N:GEXP::PGLYRP2:114770:"    "N:GEXP::TUBA3D:113457:"    
## [1275] "N:GEXP::FAM5B:57795:"       "N:GEXP::NGFR:4804:"        
## [1277] "N:GEXP::ITGA7:3679:"        "N:GEXP::CLEC3B:7123:"      
## [1279] "N:GEXP::ARHGEF15:22899:"    "N:GEXP::TSPAN7:7102:"      
## [1281] "N:GEXP::ABCA8:10351:"       "N:GEXP::TP63:8626:"        
## [1283] "N:GEXP::LOC642587:642587:"  "N:GEXP::GHR:2690:"         
## [1285] "N:GEXP::ARSG:22901:"        "N:GEXP::C3orf52:79669:"    
## [1287] "N:GEXP::ACSS3:79611:"       "N:GEXP::C12orf75:387882:"  
## [1289] "N:GEXP::C14orf45:80127:"    "N:GEXP::ZC3H6:376940:"     
## [1291] "N:GEXP::ARMCX5:64860:"      "N:GEXP::FARP2:9855:"       
## [1293] "N:GEXP::SPEF2:79925:"       "N:GEXP::GTF2IRD2P1:401375:"
## [1295] "N:GEXP::FAAH2:158584:"      "N:GEXP::MNAT1:4331:"       
## [1297] "N:GEXP::VIPR1:7433:"        "N:GEXP::SYT17:51760:"      
## [1299] "N:GEXP::MSX2:4488:"         "N:GEXP::SGCD:6444:"        
## [1301] "N:GEXP::C20orf103:24141:"   "N:GEXP::C17orf103:256302:" 
## [1303] "N:GEXP::MN1:4330:"          "N:GEXP::CX3CR1:1524:"      
## [1305] "N:GEXP::BMP4:652:"          "N:GEXP::KMO:8564:"         
## [1307] "N:GEXP::CD22:933:"          "N:GEXP::FGF2:2247:"        
## [1309] "N:GEXP::TSPAN12:23554:"     "N:GEXP::KCND2:3751:"       
## [1311] "N:GEXP::CKMT1A:548596:"     "N:GEXP::CRMP1:1400:"       
## [1313] "N:GEXP::KCNH2:3757:"        "N:GEXP::UBXN10:127733:"    
## [1315] "N:GEXP::SPATA18:132671:"    "N:GEXP::ZMYND10:51364:"    
## [1317] "N:GEXP::C1orf88:128344:"    "N:GEXP::CCDC74B:91409:"    
## [1319] "N:GEXP::KCNK15:60598:"      "N:GEXP::ABCC8:6833:"       
## [1321] "N:GEXP::TMPRSS6:164656:"    "N:GEXP::RGS22:26166:"      
## [1323] "N:GEXP::ZNF385B:151126:"    "N:GEXP::COL4A6:1288:"      
## [1325] "N:GEXP::WNT11:7481:"        "N:GEXP::MEGF10:84466:"     
## [1327] "N:GEXP::ADCY5:111:"         "N:GEXP::EGF:1950:"         
## [1329] "N:GEXP::RNF128:79589:"      "N:GEXP::PAQR5:54852:"      
## [1331] "N:GEXP::HOXC6:3223:"        "N:GEXP::LOC400043:400043:" 
## [1333] "N:GEXP::HOXD8:3234:"        "N:GEXP::STRA6:64220:"      
## [1335] "N:GEXP::PKDCC:91461:"       "N:GEXP::GCOM1:145781:"     
## [1337] "N:GEXP::PDE8B:8622:"        "N:GEXP::HLF:3131:"         
## [1339] "N:GEXP::KCNMB1:3779:"       "N:GEXP::CLDN11:5010:"      
## [1341] "N:GEXP::CADM3:57863:"       "N:GEXP::PRSS16:10279:"     
## [1343] "N:GEXP::BEX2:84707:"        "N:GEXP::FAM189A2:9413:"    
## [1345] "N:GEXP::KCTD14:65987:"      "N:GEXP::DNMT3B:1789:"      
## [1347] "N:GEXP::E2F8:79733:"        "N:GEXP::CLSPN:63967:"      
## [1349] "N:GEXP::E2F7:144455:"       "N:GEXP::C6orf182:285753:"  
## [1351] "N:GEXP::ERCC6L:54821:"      "N:GEXP::SPC25:57405:"      
## [1353] "N:GEXP::CDC25C:995:"        "N:GEXP::DEPDC1B:55789:"    
## [1355] "N:GEXP::TAF5:6877:"         "N:GEXP::POLE2:5427:"       
## [1357] "N:GEXP::SGOL1:151648:"      "N:GEXP::FAM54A:113115:"    
## [1359] "N:GEXP::EME1:146956:"       "N:GEXP::MSI1:4440:"        
## [1361] "N:GEXP::TUBB4:10382:"       "N:GEXP::NDRG4:65009:"      
## [1363] "N:GEXP::RAB27B:5874:"       "N:GEXP::GREB1L:80000:"     
## [1365] "N:GEXP::MUM1L1:139221:"     "N:GEXP::ZFHX4:79776:"      
## [1367] "N:GEXP::SPRY2:10253:"       "N:GEXP::IGSF10:285313:"    
## [1369] "N:GEXP::CYP21A2:1589:"      "N:GEXP::F7:2155:"          
## [1371] "N:GEXP::LRRC31:79782:"      "N:GEXP::TWIST1:7291:"      
## [1373] "N:GEXP::PRSS12:8492:"       "N:GEXP::PTX3:5806:"        
## [1375] "N:GEXP::C2orf40:84417:"     "N:GEXP::SLC44A5:204962:"   
## [1377] "N:GEXP::HOXA7:3204:"        "N:GEXP::HOXB13:10481:"     
## [1379] "N:GEXP::UGT2B15:7366:"      "N:GEXP::NRK:203447:"       
## [1381] "N:GEXP::IYD:389434:"        "N:GEXP::KLK3:354:"         
## [1383] "N:GEXP::NR0B1:190:"         "N:GEXP::LRRC6:23639:"      
## [1385] "N:GEXP::KNDC1:85442:"       "N:GEXP::C9orf9:11092:"     
## [1387] "N:GEXP::C3orf18:51161:"     "N:GEXP::LRRC56:115399:"    
## [1389] "N:GEXP::C5orf45:51149:"     "N:GEXP::CCDC61:729440:"    
## [1391] "N:GEXP::EPHA10:284656:"     "N:GEXP::CPLX1:10815:"      
## [1393] "N:GEXP::C9orf116:138162:"   "N:GEXP::C19orf51:352909:"  
## [1395] "N:GEXP::LRRC46:90506:"      "N:GEXP::IGFALS:3483:"      
## [1397] "N:GEXP::C10orf82:143379:"   "N:GEXP::CYP4F11:57834:"    
## [1399] "N:GEXP::MEIS1:4211:"        "N:GEXP::MYCT1:80177:"      
## [1401] "N:GEXP::CNRIP1:25927:"      "N:GEXP::PAMR1:25891:"      
## [1403] "N:GEXP::MAMDC2:256691:"     "N:GEXP::FSTL4:23105:"      
## [1405] "N:GEXP::CDH23:64072:"       "N:GEXP::MRGPRF:116535:"    
## [1407] "N:GEXP::ADAM33:80332:"      "N:GEXP::KANK3:256949:"     
## [1409] "N:GEXP::MMP23B:8510:"       "N:GEXP::MEG3:55384:"       
## [1411] "N:GEXP::PLAC9:219348:"      "N:GEXP::GPIHBP1:338328:"   
## [1413] "N:GEXP::HSPB7:27129:"       "N:GEXP::LOC145837:145837:" 
## [1415] "N:GEXP::MYT1:4661:"         "N:GEXP::IL20:50604:"       
## [1417] "N:GEXP::FFAR2:2867:"        "N:GEXP::AMBP:259:"         
## [1419] "N:GEXP::GAD1:2571:"         "N:GEXP::UGT1A7:54577:"     
## [1421] "N:GEXP::PRTFDC1:56952:"     "N:GEXP::PCOLCE2:26577:"    
## [1423] "N:GEXP::GATA6:2627:"        "N:GEXP::NPR3:4883:"        
## [1425] "N:GEXP::TNFSF13B:10673:"    "N:GEXP::AADAT:51166:"      
## [1427] "N:GEXP::HRASLS2:54979:"     "N:GEXP::TTC36:143941:"     
## [1429] "N:GEXP::ATP13A5:344905:"    "N:GEXP::ELAVL2:1993:"      
## [1431] "N:GEXP::DLX5:1749:"         "N:GEXP::FAM150B:285016:"   
## [1433] "N:GEXP::GPR77:27202:"       "N:GEXP::C7orf63:79846:"    
## [1435] "N:GEXP::CCDC96:257236:"     "N:GEXP::NME5:8382:"        
## [1437] "N:GEXP::C9orf98:158067:"    "N:GEXP::ZNF204P:7754:"     
## [1439] "N:GEXP::C8orf79:57604:"     "N:GEXP::LOC283174:283174:" 
## [1441] "N:GEXP::RANBP3L:202151:"    "N:GEXP::C9orf40:55071:"    
## [1443] "N:GEXP::SFT2D2:375035:"     "N:GEXP::RANBP17:64901:"    
## [1445] "N:GEXP::C12orf24:29902:"    "N:GEXP::C6orf150:115004:"  
## [1447] "N:GEXP::C6orf162:57150:"    "N:GEXP::C5orf34:375444:"   
## [1449] "N:GEXP::XRCC2:7516:"        "N:GEXP::NEIL3:55247:"      
## [1451] "N:GEXP::GAS2L3:283431:"     "N:GEXP::MPP6:51678:"       
## [1453] "N:GEXP::ARHGAP22:58504:"    "N:GEXP::ARTN:9048:"        
## [1455] "N:GEXP::KLK4:9622:"         "N:GEXP::SLC16A9:220963:"   
## [1457] "N:GEXP::GPR143:4935:"       "N:GEXP::NUDT6:11162:"      
## [1459] "N:GEXP::ZNF763:284390:"     "N:GEXP::C5orf36:285600:"   
## [1461] "N:GEXP::C12orf72:254013:"   "N:GEXP::BDNFOS:497258:"    
## [1463] "N:GEXP::KLHDC1:122773:"     "N:GEXP::GLS2:27165:"       
## [1465] "N:GEXP::C6orf155:79940:"    "N:GEXP::THPO:7066:"        
## [1467] "N:GEXP::C5orf49:134121:"    "N:GEXP::C10orf79:80217:"   
## [1469] "N:GEXP::C16orf71:146562:"   "N:GEXP::LRRC50:123872:"    
## [1471] "N:GEXP::CCDC65:85478:"      "N:GEXP::DUSP15:128853:"    
## [1473] "N:GEXP::PCSK4:54760:"       "N:GEXP::PCP2:126006:"      
## [1475] "N:GEXP::LOC645431:645431:"  "N:GEXP::DDIT4L:115265:"    
## [1477] "N:GEXP::KLHL29:114818:"     "N:GEXP::EDN3:1908:"        
## [1479] "N:GEXP::SLC7A4:6545:"       "N:GEXP::SLC30A2:7780:"     
## [1481] "N:GEXP::ADAMTS8:11095:"     "N:GEXP::CT62:196993:"      
## [1483] "N:GEXP::C20orf26:26074:"    "N:GEXP::HPGDS:27306:"      
## [1485] "N:GEXP::ARHGEF38:54848:"    "N:GEXP::ARHGAP20:57569:"   
## [1487] "N:GEXP::SNCA:6622:"         "N:GEXP::PARK2:5071:"       
## [1489] "N:GEXP::C1QTNF2:114898:"    "N:GEXP::CSDC2:27254:"      
## [1491] "N:GEXP::NXNL2:158046:"      "N:GEXP::LOC389033:389033:" 
## [1493] "N:GEXP::SLC25A18:83733:"    "N:GEXP::ULBP2:80328:"      
## [1495] "N:GEXP::SLC6A11:6538:"      "N:GEXP::SFRS13B:135295:"   
## [1497] "N:GEXP::SLC6A2:6530:"       "N:GEXP::C8orf47:203111:"   
## [1499] "N:GEXP::GFAP:2670:"         "N:GEXP::C22orf23:84645:"   
## [1501] "N:GEXP::C9orf125:84302:"    "N:GEXP::ARHGAP11B:89839:"  
## [1503] "N:GEXP::ULBP3:79465:"       "N:GEXP::RASSF9:9182:"      
## [1505] "N:GEXP::F10:2159:"          "N:GEXP::PHYHIP:9796:"      
## [1507] "N:GEXP::SCN2B:6327:"        "N:GEXP::CLDN19:149461:"    
## [1509] "N:GEXP::SLC16A11:162515:"   "N:GEXP::LRFN2:57497:"      
## [1511] "N:GEXP::C1orf230:284485:"   "N:GEXP::IGSF22:283284:"    
## [1513] "N:GEXP::MGC3771:81854:"     "N:GEXP::WDR65:149465:"     
## [1515] "N:GEXP::DEFB132:400830:"    "N:GEXP::APOF:319:"         
## [1517] "N:GEXP::CDH22:64405:"       "N:GEXP::CCDC67:159989:"    
## [1519] "N:GEXP::AURKAPS1:6791:"     "N:GEXP::SLC7A13:157724:"   
## [1521] "N:GEXP::C1orf70:339453:"    "N:GEXP::LOC339674:339674:" 
## [1523] "N:GEXP::C9orf170:401535:"   "N:GEXP::C9orf106:414318:"  
## [1525] "N:GEXP::RACGAP1P:83956:"    "N:GEXP::C6orf195:154386:"  
## [1527] "N:GEXP::C12orf54:121273:"   "N:GEXP::ZNF280A:129025:"   
## [1529] "N:GEXP::LDLRAD1:388633:"    "N:GEXP::C2orf71:388939:"   
## [1531] "N:GEXP::SLC22A16:85413:"    "N:GEXP::RNF186:54546:"     
## [1533] "N:GEXP::EDAR:10913:"        "N:GEXP::FOXC2:2303:"       
## [1535] "N:GEXP::ANGPTL7:10218:"     "N:GEXP::RLBP1:6017:"       
## [1537] "N:GEXP::C10orf90:118611:"   "N:GEXP::POU4F1:5457:"      
## [1539] "N:GEXP::C6orf218:221718:"   "N:GEXP::LRRC4B:94030:"     
## [1541] "N:GEXP::CYP2B6:1555:"       "N:GEXP::SLC38A11:151258:"  
## [1543] "N:GEXP::DMRTC2:63946:"      "N:GEXP::LOC728392:728392:" 
## [1545] "N:GEXP::PNMAL2:57469:"      "N:GEXP::FCER1A:2205:"      
## [1547] "N:GEXP::ALDH1A2:8854:"      "N:GEXP::MRAP2:112609:"     
## [1549] "N:GEXP::RERGL:79785:"       "N:GEXP::LEMD1:93273:"      
## [1551] "N:GEXP::NEFL:4747:"         "N:GEXP::TMC3:342125:"      
## [1553] "N:GEXP::C2orf50:130813:"    "N:GEXP::SNCAIP:9627:"      
## [1555] "N:GEXP::TACR1:6869:"        "N:GEXP::C6orf105:84830:"   
## [1557] "N:GEXP::SLC27A6:28965:"     "N:GEXP::RASAL1:8437:"      
## [1559] "N:GEXP::CHST6:4166:"        "N:GEXP::FZD9:8326:"        
## [1561] "N:GEXP::VEPH1:79674:"       "N:GEXP::CYP39A1:51302:"    
## [1563] "N:GEXP::C2orf88:84281:"     "N:GEXP::GDF5:8200:"        
## [1565] "N:GEXP::IRX4:50805:"        "N:GEXP::FZD10:11211:"      
## [1567] "N:GEXP::L3MBTL4:91133:"     "N:GEXP::STAC:6769:"        
## [1569] "N:GEXP::IGF2BP3:10643:"     "N:GEXP::PCP4L1:654790:"    
## [1571] "N:GEXP::ZP2:7783:"          "N:GEXP::CXCL1:2919:"       
## [1573] "N:GEXP::ABCA13:154664:"     "N:GEXP::PPARGC1A:10891:"   
## [1575] "N:GEXP::SLC6A15:55117:"     "N:GEXP::DNER:92737:"       
## [1577] "N:GEXP::PRSS33:260429:"     "N:GEXP::GRIA3:2892:"       
## [1579] "N:GEXP::ABCC2:1244:"        "N:GEXP::FGFBP1:9982:"      
## [1581] "N:GEXP::SPAG17:200162:"     "N:GEXP::C6orf223:221416:"  
## [1583] "N:GEXP::CLDN10:9071:"       "N:GEXP::KCNK3:3777:"       
## [1585] "N:GEXP::BAALC:79870:"       "N:GEXP::NEFH:4744:"        
## [1587] "N:GEXP::TUBB2B:347733:"     "N:GEXP::UGT1A6:54578:"     
## [1589] "N:GEXP::GRIA1:2890:"        "N:GEXP::CDC20B:166979:"    
## [1591] "N:GEXP::PRR11:55771:"       "N:GEXP::AOX1:316:"         
## [1593] "N:GEXP::THRSP:7069:"        "N:GEXP::AKR1C1:1645:"      
## [1595] "N:GEXP::UGT2B28:54490:"     "N:GEXP::BEX1:55859:"       
## [1597] "N:GEXP::AGT:183:"           "N:GEXP::ABCA12:26154:"     
## [1599] "N:GEXP::SNCG:6623:"         "N:GEXP::C2orf54:79919:"    
## [1601] "N:GEXP::CDSN:1041:"         "N:GEXP::CYP4F8:11283:"     
## [1603] "N:GEXP::FABP3:2170:"        "N:GEXP::PVALB:5816:"       
## [1605] "N:GEXP::CPLX2:10814:"       "N:GEXP::SLC6A14:11254:"    
## [1607] "N:GEXP::ECEL1:9427:"        "N:GEXP::C4BPA:722:"        
## [1609] "N:GEXP::SLC26A2:1836:"      "N:GEXP::SOX10:6663:"       
## [1611] "N:GEXP::CEACAM1:634:"       "N:GEXP::KCNN4:3783:"       
## [1613] "N:GEXP::MIA:8190:"          "N:GEXP::ITGB8:3696:"       
## [1615] "N:GEXP::PRKX:5613:"         "N:GEXP::LYN:4067:"         
## [1617] "N:GEXP::MICALL1:85377:"     "N:GEXP::CHST3:9469:"       
## [1619] "N:GEXP::TCF7L1:83439:"      "N:GEXP::TTLL4:9654:"       
## [1621] "N:GEXP::FAM171A1:221061:"   "N:GEXP::HAPLN3:145864:"    
## [1623] "N:GEXP::BOC:91653:"         "N:GEXP::FOXC1:2296:"       
## [1625] "N:GEXP::MALL:7851:"         "N:GEXP::ANXA8:653145:"     
## [1627] "N:GEXP::ID4:3400:"          "N:GEXP::CALB2:794:"        
## [1629] "N:GEXP::VGLL1:51442:"       "N:GEXP::PDZK1IP1:10158:"   
## [1631] "N:GEXP::LCN2:3934:"         "N:GEXP::KLK10:5655:"       
## [1633] "N:GEXP::A2ML1:144568:"      "N:GEXP::LY6D:8581:"        
## [1635] "N:GEXP::KLF5:688:"          "N:GEXP::KCNK5:8645:"       
## [1637] "N:GEXP::RHCG:51458:"        "N:GEXP::FRZB:2487:"        
## [1639] "N:GEXP::PTN:5764:"          "N:GEXP::C6orf15:29113:"    
## [1641] "N:GEXP::FBN2:2201:"         "N:GEXP::NPTX2:4885:"       
## [1643] "N:GEXP::WIF1:11197:"        "N:GEXP::ORM1:5004:"        
## [1645] "N:GEXP::PI3:5266:"          "N:GEXP::HPGD:3248:"        
## [1647] "N:GEXP::AKR1C2:1646:"       "N:GEXP::ACSM1:116285:"     
## [1649] "N:GEXP::SCG2:7857:"         "N:GEXP::NPTX1:4884:"       
## [1651] "N:GEXP::CXCL17:284340:"     "N:GEXP::FGG:2266:"         
## [1653] "N:GEXP::PEG3:5178:"         "N:GEXP::ARHGAP36:158763:"  
## [1655] "N:GEXP::THBS4:7060:"        "N:GEXP::EGFR:1956:"        
## [1657] "N:GEXP::MYBPC1:4604:"       "N:GEXP::TRH:7200:"         
## [1659] "N:GEXP::DLK1:8788:"         "N:GEXP::HMGCS2:3158:"      
## [1661] "N:GEXP::ALOX15B:247:"       "N:GEXP::FGFR2:2263:"       
## [1663] "N:GEXP::TGFBI:7045:"        "N:GEXP::KRT16:3868:"       
## [1665] "N:GEXP::KRT6B:3854:"        "N:GEXP::S100A2:6273:"      
## [1667] "N:GEXP::CHI3L1:1116:"       "N:GEXP::SLPI:6590:"        
## [1669] "N:GEXP::PLAT:5327:"         "N:GEXP::MUC6:4588:"        
## [1671] "N:GEXP::RGS5:8490:"         "N:GEXP::DHRS2:10202:"      
## [1673] "N:GEXP::S100A8:6279:"       "N:GEXP::FABP7:2173:"       
## [1675] "N:GEXP::NTS:4922:"          "N:GEXP::ALB:213:"          
## [1677] "N:GEXP::KRT5:3852:"         "N:GEXP::KRT14:3861:"       
## [1679] "N:GEXP::IGF2:3481:"         "N:GEXP::CHGB:1114:"        
## [1681] "N:GEXP::SCGB2A2:4250:"      "N:GEXP::CPB1:1360:"

## [1] "B:MUTA"
## [1] 7

## [1] "B:MUTA:COMP:PIK3CA::"   "B:MUTA:COMP:TP53::"     "B:MUTA:COMP:HIST1H3C::"
## [4] "B:MUTA:COMP:SFRP5::"    "B:MUTA:LOF:CDH1::"      "B:MUTA:COMP:GATA3::"   
## [7] "B:MUTA:LOF:LAMC1::"

## [1] "N:MIR"
## [1] 14

##  [1] "N:MIR::hsa-miR-30a-5p:Corrected:"   "N:MIR::hsa-let-7c-5p:Corrected:"   
##  [3] "N:MIR::hsa-miR-1307-3p:Corrected:"  "N:MIR::hsa-miR-30c-2-3p:Corrected:"
##  [5] "N:MIR::hsa-miR-185-5p:Corrected:"   "N:MIR::hsa-miR-181c-5p:Corrected:" 
##  [7] "N:MIR::hsa-miR-342-5p:Corrected:"   "N:MIR::hsa-miR-190b:Corrected:"    
##  [9] "N:MIR::hsa-miR-18a-5p:Corrected:"   "N:MIR::hsa-miR-4677-3p:Corrected:" 
## [11] "N:MIR::hsa-miR-4668-3p:Corrected:"  "N:MIR::hsa-miR-135b-3p:Corrected:" 
## [13] "N:MIR::hsa-miR-934:Corrected:"      "N:MIR::hsa-miR-4728-3p:Corrected:"